{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "PCA.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "uCQrVzZSoFi-"
      },
      "outputs": [],
      "source": [
        "import tensorflow as tf\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from mpl_toolkits.mplot3d import Axes3D\n",
        "import seaborn as sns"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Load data\n",
        "((x_train, y_train), (_, _)) = tf.keras.datasets.mnist.load_data()\n",
        "\n",
        "x_train = x_train / 255.\n",
        "x_train = x_train.astype(np.float32)\n",
        "\n",
        "x_train = np.reshape(x_train, (x_train.shape[0], 784))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LfVbZ2RfsOcD",
        "outputId": "b045bef4-1702-474a-8861-15941d866fc3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n",
            "11493376/11490434 [==============================] - 0s 0us/step\n",
            "11501568/11490434 [==============================] - 0s 0us/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mean = x_train.mean(axis = 1)\n",
        "\n",
        "x_train = x_train - mean[:,None]"
      ],
      "metadata": {
        "id": "cS-woLe_FY3_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "s, u, v = tf.linalg.svd(x_train)"
      ],
      "metadata": {
        "id": "AM7-1EvLFdWy"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "s = tf.linalg.diag(s)"
      ],
      "metadata": {
        "id": "jm2pmkIiFgLQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Diagonal matrix shape: {} \\nLeft Singular Matrix shape: {} \\nRight Singular matrix shape: {}\".\n",
        "     format(s.shape,u.shape,v.shape))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WYjBYz-IFlhD",
        "outputId": "b8c98a87-845d-42f2-fcbc-26fe6112d35e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Diagonal matrix shape: (784, 784) \n",
            "Left Singular Matrix shape: (60000, 784) \n",
            "Right Singular matrix shape: (784, 784)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "k = 3\n",
        "pca = tf.matmul(u[:,0:k], s[0:k,0:k])"
      ],
      "metadata": {
        "id": "ot2hccceFqiR"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print('original data shape',x_train.shape)\n",
        "print('reduced data shape', pca.shape) "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OwUnZQ04FvRp",
        "outputId": "651bb0da-3b19-4e72-982e-89a28166ee58"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "original data shape (60000, 784)\n",
            "reduced data shape (60000, 3)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "Set = sns.color_palette(\"Set2\", 10)\n",
        "color_mapping = {key:value for (key,value) in enumerate(Set)}\n",
        "colors = list(map(lambda x: color_mapping[x], y_train))\n",
        "fig = plt.figure()\n",
        "ax = Axes3D(fig)\n",
        "ax.scatter(pca[:, 0], pca[:, 1],pca[:, 2], c=colors)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 337
        },
        "id": "7PCdzAnsFzAt",
        "outputId": "2e9f615e-a8aa-449f-bf20-722f642acb0d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7f1772593910>"
            ]
          },
          "metadata": {},
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "GFb2XTQxF2Q8"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}